Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LoViT | 90.24 | No | LoViT: Long Video Transformer for Surgical Phase... | 2023-05-15 | Code |
| 2 | MSN | 89.6 | No | Self-Supervised Learning for Endoscopic Video An... | 2023-08-23 | Code |
| 3 | MuST | 85.57 | No | MuST: Multi-Scale Transformers for Surgical Phas... | 2024-07-24 | Code |
| 4 | MoCo V2 Surg SSL - TCN head | 81.6 | No | Dissecting Self-Supervised Learning Methods for ... | 2022-07-01 | Code |
| 5 | TCN | 80.3 | No | TeCNO: Surgical Phase Recognition with Multi-Sta... | 2020-03-24 | Code |